AI Consensus Investment Thesis
Quanta Services (PWR) Stock Forecast and AI Rating
Forecast targets and rating
Final recommendation
Open Short Position
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1-Year
SELL ALL$543
-19.9%-19.8% incl. dividends5-Year
PARTIALLY SELL$684
+0.9%+1.3% incl. dividendsLatest flagship insight
Why This Critical Infrastructure Giant Faces A Severe Valuation Multiple Compression Cycle
High consensus across reports reveals that while the underlying grid modernization and data center electrification backlog remains exceptionally robust, the asset faces severe multiple compression. The primary driver is insatiable power demand, while the chief risk is a sharp multiple contraction toward historical industrial averages.
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Warren Buffett (Value Purist), Superintelligence (Anthropologist), Ray Dalio (Strategist), Machiavelli (Insider), Elon Musk (Visionary), Michael Burry (Vulture), J.P. Morgan (Titan), Sherlock Holmes (Whistleblower). Some archetypes run in multiple modes, resulting in 12 advisors total.
Research support only. We don't give financial advice.
Executive Summary
Dotted terms open concise definitions. Browse technical terms
Interactive forecast chart
The base-case narrative highlights a stark divergence between spectacular operational execution and an unsustainable valuation multiplevaluation multipleA ratio comparing market or enterprise value with a financial measure such as earnings, revenue, book value, or cash flow.View full glossary entry. As a premier enabler of the physical-layer grid expansion for AI datacenters, the asset benefits from a massive, non-discretionary backlogbacklogThe total value of signed contracts yet to be fulfilled, representing future revenue visibility.View full glossary entry. However, the business model is structurally bound by real-world physical constraints, including skilled labor scarcity and equipment lead times, which cap operating marginsoperating marginsOperating profit as a percentage of revenue after operating expenses, before interest and taxes.View full glossary entry in the single digits. Consequently, the primary investment thesis projects robust earnings compounding that is entirely offset by a multi-year multiple compressionmultiple compressionA decline in valuation ratios such as price-to-earnings or enterprise-value-to-sales.View full glossary entry toward historical industrial averages.
Key insights
- The massive backlogbacklogThe total value of signed contracts yet to be fulfilled, representing future revenue visibility.View full glossary entry provides high revenue visibilityrevenue visibilityHow clearly future revenue can be estimated from contracts, subscriptions, or recurring demand patterns.View full glossary entry but conversion is throttled by physical supply chain bottleneckssupply chain bottlenecksCapacity, material, labor, transport, or coordination constraints that slow the flow of goods and inputs.View full glossary entry.
- Operating marginsoperating marginsOperating profit as a percentage of revenue after operating expenses, before interest and taxes.View full glossary entry are structurally capped in the single digits due to labor and material realities, preventing software-like scaling.
- A severe multiple contraction is expected as speculative AI-infrastructure euphoria normalizes and investors demand real cash flows.
- The fortress balance sheetfortress balance sheetA financial position with high liquidity and low debt, providing resilience against market volatility.View full glossary entry provides excellent downside protection and strategic M&A optionality to consolidate fragmented competitors.
- High cost of capitalcost of capitalCost of capital is the required return investors demand to fund a business, project, or asset, reflecting risk and financing mix.View full glossary entry under the current macro regimemacro regimeA persistent combination of growth, inflation, policy, and liquidity conditions affecting asset prices.View full glossary entry pressures utility client budgets, delaying project approvals and backlog conversionbacklog conversionThe process of turning booked orders into delivered revenue and cash flow over time.View full glossary entry.
- Investors should expect range-bound or negative price action as fundamental earnings growth is overwhelmed by multiple compressionmultiple compressionA decline in valuation ratios such as price-to-earnings or enterprise-value-to-sales.View full glossary entry.
- Tactical implications suggest avoiding exposure at peak multiples and waiting for a more rational entry point.
Deep Dive
Alpha Gap & Repricing Catalysts
Where does the current market narrative diverge from our AI Forecasts—and what could close the gap?
Market Narrative
What does the market currently expect? The dominant market narrative views the asset as the ultimate, risk-free "picks and shovels" play for the AI datacenter and electrification megatrends. Wall Street and retail investors believe that because the electrical grid must be upgraded to support massive AI compute power, the company's earnings will grow indefinitely without cyclical interruption. The crowd points to the record $48.5 billion backlogbacklogThe total value of signed contracts yet to be fulfilled, representing future revenue visibility.View full glossary entry as guaranteed future cash flow. This perspective treats the heavy industrial contractor as an asset-light, secular-growth technology monopoly, justifying an extremely high valuation multiplevaluation multipleA ratio comparing market or enterprise value with a financial measure such as earnings, revenue, book value, or cash flow.View full glossary entry under the assumption that AI energy demand overrides all historical physical and economic constraints.
Alpha Gap
What is the biggest difference between market expectations and our AI forecasts? The core information gap lies in the structural friction between software-like valuation expectations and the physical reality of heavy construction. While the crowd assumes that massive capital commitments from tech giants will seamlessly translate into exponential cash flows, they ignore the physical and thermodynamic limits of execution. Rebuilding the grid requires human labor, copper, and heavy equipment, which structurally caps operating marginsoperating marginsOperating profit as a percentage of revenue after operating expenses, before interest and taxes.View full glossary entry in the single digits. Furthermore, the market is overlooking the massive working capitalworking capitalShort-term operating capital measured as current assets minus current liabilities.View full glossary entry drag, evidenced by ballooning unbilled receivables and contract assets, which turns the company into a bank financing utility project delays. The variant perceptionvariant perceptionAn investment view that differs from market consensus and assumes future outcomes will be better or worse than widely expected.View full glossary entry is that while earnings will grow, the current multiple must inevitably compress to match the physical constraints of its business model, making the stock a cyclical contractor wearing a tech valuation.
Repricing Catalyst
What could make the market recognize and close that gap? The convergence catalyst will likely be a sequential quarterly earnings report where the company posts record backlogbacklogThe total value of signed contracts yet to be fulfilled, representing future revenue visibility.View full glossary entry growth but fails to meet revenue and margin expectations. This mismatch will be driven by physical execution delays, specifically acute skilled labor shortages, transformer supply-chain bottlenecks, and rising working capitalworking capitalShort-term operating capital measured as current assets minus current liabilities.View full glossary entry requirements. When Wall Street realizes that an infinite cannot be executed infinitely fast and does not translate into exponential margin expansionmargin expansionAn increase in profit as a percentage of revenue.View full glossary entry, the speculative AI-infrastructure illusion will shatter. This will force institutional investors to aggressively re-rate the stock back toward historical heavy-industry averages.
Sentiment and Timing
What do sentiment, volatility, and the market-recognition cycle suggest about the thesis timing?
- Greed / Fear
- Greed
- Volatility
- High Erratic
- Cycle position
- Overshoot
While there is strong consensus that the asset is in a speculative overshoot phase driven by greed, reports diverge on expected volatility. Some anticipate high, erratic price swings as the multiple compresses, while others expect a more moderate, steady bleed as robust fundamental earnings growth partially cushions the valuation contraction.
Macro Regime Fit
Does the current market environment support the thesis? The current macroeconomic regimemacroeconomic regimeThe prevailing set of economic conditions including interest rates and inflation that influence asset pricing.View full glossary entry presents a severe crosscurrent for the asset. The structurally hawkish monetary stance, characterized by higher-for-longer interest rates and a steepening yield curveyield curve steepeningA widening spread between short-term and long-term interest rates, often signaling economic shifts.View full glossary entry, acts as a major headwind. Regulated utility clients, who rely heavily on debt to fund multi-billion-dollar grid upgrades, face exorbitant capital costs, which delays project approvals and slows backlog conversionbacklog conversionThe process of turning booked orders into delivered revenue and cash flow over time.View full glossary entry. Conversely, the geopolitical push for domestic energy security, onshore manufacturing, and the price-inelastic demandinelastic demandDemand that changes proportionally less than price over a defined range and period.View full glossary entry from cash-rich hyperscalershyperscalersVery large cloud or internet-platform operators that run computing infrastructure at global scale.View full glossary entry act as strong secular tailwindssecular tailwindsLong-term structural trends that support demand, growth, margins, or asset values across multiple economic cycles.View full glossary entry. Ultimately, the macro backdrop guarantees robust nominal demand but ruthlessly punishes the stock's highly stretched valuation multiplevaluation multipleA ratio comparing market or enterprise value with a financial measure such as earnings, revenue, book value, or cash flow.View full glossary entry.
Advisor Disagreement
What do our AI Advisors disagree about most? While there is strong consensus regarding the company's operational excellence and the inevitability of grid modernizationgrid modernizationUpgrading electrical infrastructure to handle increased demand and renewable energy integration.View full glossary entry, reports diverge significantly on the expected trajectory of the stock price. Some analyses project a severe, front-loaded price drawdown of up to fifty percent as the speculative multiple rapidly decompresses. Others argue that robust, double-digit fundamental earnings growth and aggressive share buybacks will cushion the blow, leading to a more range-bound, "dead moneydead moneyRefers to an investment that fails to appreciate in value over a significant period.View full glossary entry" scenario over the five-year horizon. Disagreements stem from differing assumptions about the speed of backlog conversionbacklog conversionThe process of turning booked orders into delivered revenue and cash flow over time.View full glossary entry and the severity of utility capital constraints.
Base-Case Forces
Near-certain positive forces
Top Drivers / Tailwinds
Near-certain forces that support the investment thesis. These forces are treated as part of the base case (more than 60% probability of occurrence). Impact columns are specific to this asset class.
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| Driver / Tailwind | Category | Est. stock-price impact | Est. earnings impact | Why it matters |
|---|---|---|---|---|
| AI Datacenter Power Demand | Sector And Industry | +30% | +50% | The rapid expansion of AI compute workloads has shifted the primary technology constraint from silicon to electricity. HyperscalershyperscalersVery large cloud or internet-platform operators that run computing infrastructure at global scale.View full glossary entry are planning gigawatt-scale datacenters that require entirely new high-voltage transmission lines, substations, and localized microgrids. As the premier physical-layer contractor, the company sits at the absolute chokepoint of this transition, translating massive tech capital expenditurecapital expenditureCapital expenditure (CAPEX) is spending on long-lived assets or major improvements expected to support operations over multiple periods.View full glossary entry into a multi-year, high-visibility backlogbacklogThe total value of signed contracts yet to be fulfilled, representing future revenue visibility.View full glossary entry that insulates the top line from traditional economic cycles. |
| Grid Modernizationgrid modernizationUpgrading electrical infrastructure to handle increased demand and renewable energy integration.View full glossary entry and Electrification | Macroeconomic And Macrofinancial | +20% | +30% | The structural transition toward decentralized renewable energy, electric vehicle integration, and extreme weather grid hardeninggrid hardeningInfrastructure upgrades to improve electrical grid resilience against physical and cyber threats.View full glossary entry mandates a multi-decade capital injection into the North American electrical grid. This non-discretionary utility spending provides a highly predictable revenue floor. The company's dominant market share and scale guarantee it will capture a disproportionate portion of this inevitable, long-term infrastructure overhaul. |
| Specialized Labor and Training Moat | Competitive Positioning | +15% | +25% | In an era of acute skilled-labor shortages, the company's ability to self-perform the vast majority of its work represents an unassailable competitive advantage. By owning the largest specialized training infrastructure in the industry, they maintain a highly skilled workforce that competitors cannot replicate. This labor monopoly guarantees execution certainty for major utility and tech clients, granting significant pricing powerpricing powerThe ability of a company to raise prices without losing significant customer demand.View full glossary entry. |
| Strategic Supply Chainsupply chainThe network of suppliers, producers, logistics providers, distributors, and customers involved in creating and delivering a product or service.View full glossary entry Vertical Integrationvertical integrationOwnership or control of multiple stages of a supply chain, from inputs or production through distribution or service.View full glossary entry | Capital Allocation | +10% | +15% | To bypass severe global supply chain bottleneckssupply chain bottlenecksCapacity, material, labor, transport, or coordination constraints that slow the flow of goods and inputs.View full glossary entry, the company has aggressively integrated vertically by securing its own transformer inventory and entering manufacturing joint ventures. By controlling critical, long-lead components that smaller contractors cannot source, they protect project timelines, enforce cost-certainty on fixed-price contracts, and capture additional margin that would otherwise leak to external vendors. |
Near-certain negative forces
Top Frictions / Headwinds
Near-certain forces that could slow, cap, or damage the thesis. These forces are treated as part of the base case (more than 60% probability of occurrence). Impact columns are specific to this asset class.
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| Friction / Headwind | Category | Est. stock-price impact | Est. earnings impact | Why it matters |
|---|---|---|---|---|
| Extreme Valuation Multiplevaluation multipleA ratio comparing market or enterprise value with a financial measure such as earnings, revenue, book value, or cash flow.View full glossary entry Compression | Macroeconomic And Macrofinancial | -50% | -5.0% | The stock trades at an extremely elevated multiple, pricing the heavy industrial contractor as if it were an asset-light software monopoly. However, construction is a capital-intensive, labor-bound business with structural operating marginsoperating marginsOperating profit as a percentage of revenue after operating expenses, before interest and taxes.View full glossary entry capped in the single digits. As earnings growth inevitably normalizes, mathematical gravity will force the multiple to compress toward historical averages, acting as a massive drag on the stock price. |
| Utility Client Cost of Capitalcost of capitalCost of capital is the required return investors demand to fund a business, project, or asset, reflecting risk and financing mix.View full glossary entry and Regulatory Frictionregulatory frictionCost, delay, or uncertainty created by regulatory approval, compliance, supervision, or changing rules.View full glossary entry | Regulatory | -20% | -15% | Regulated utility clients rely heavily on debt to fund grid upgrades. Under a higher-for-longer interest rate regimeinterest rate regimeA persistent pattern in policy rates and market yields that shapes borrowing costs, discount rates, and asset values.View full glossary entry, rising borrowing costs force utilities to seek politically sensitive rate hikes. Public Utility Commissions are likely to resist these increases to shield consumers from rate shock, forcing utilities to delay, phase, or downsize their capital expenditurecapital expenditureCapital expenditure (CAPEX) is spending on long-lived assets or major improvements expected to support operations over multiple periods.View full glossary entry programs and slowing backlog conversionbacklog conversionThe process of turning booked orders into delivered revenue and cash flow over time.View full glossary entry. |
| Physical Labor and Throughput Constraints | Operational Efficiency | -15% | -15% | The physical reality of converting a massive backlogbacklogThe total value of signed contracts yet to be fulfilled, representing future revenue visibility.View full glossary entry into revenue is strictly bounded by human biology and skilled labor availability. Despite aggressive hiring, the structural deficitstructural deficitA persistent gap between supply and demand, revenue and spending, or another economic balance that is not explained by a normal cycle.View full glossary entry of qualified linemen and technicians acts as a hard ceiling on execution velocityexecution velocityExecution velocity describes the speed and consistency with which an organization converts plans, decisions, or product roadmaps into delivered outcomes.View full glossary entry. This bottleneck prevents revenue from compounding at the rapid pace implied by the stock's speculative valuation. |
| Supply Chainsupply chainThe network of suppliers, producers, logistics providers, distributors, and customers involved in creating and delivering a product or service.View full glossary entry and Material Scarcity | Sector And Industry | -10% | -10% | Global deficits in critical electrical components, such as high-voltage transformers, switchgear, and copper wiring, present a persistent execution drag. Upstream supply chainsupply chainThe network of suppliers, producers, logistics providers, distributors, and customers involved in creating and delivering a product or service.View full glossary entry delays and raw material price volatility stretch project timelines and trap capital in working inventory, which slows revenue recognitionrevenue recognitionRevenue recognition is the accounting process for recording sales when performance obligations are satisfied and economic benefits are reasonably measurable.View full glossary entry and compresses margins on fixed-price contracts. |
What Could Break or Accelerate the Thesis
Plausible downside scenarios
Tail Risks
Tail yet plausible downside scenarios selected for their highest potential impact.
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| Tail scenario | Chance of Occurring | Stock Price Impact | Exposure category | Why plausible / what changes |
|---|---|---|---|---|
| AI Capexai capexCapital spending on chips, data centers, power, networking, and other infrastructure used to develop or run AI systems.View full glossary entry ROI Capitulation | 35% | -40% | Sector And Industry | If enterprise adoption of generative AIgenerative aiArtificial intelligence that produces new text, images, audio, code, video, or other content from learned patterns and user input.View full glossary entry fails to yield expected returns, hyperscalershyperscalersVery large cloud or internet-platform operators that run computing infrastructure at global scale.View full glossary entry will abruptly freeze or scale back their massive datacenter capital expenditurecapital expenditureCapital expenditure (CAPEX) is spending on long-lived assets or major improvements expected to support operations over multiple periods.View full glossary entry budgets. A sudden wave of cancellations in the large-load facility backlogbacklogThe total value of signed contracts yet to be fulfilled, representing future revenue visibility.View full glossary entry would destroy the core growth narrative, triggering a rapid and violent multiple collapse back to historical construction averages. |
| Utility Capexcapital expenditureCapital expenditure (CAPEX) is spending on long-lived assets or major improvements expected to support operations over multiple periods.View full glossary entry Strike | 30% | -30% | Macroeconomic And Macrofinancial | A combination of sustained high interest rates, severe debt burdens, and aggressive rate-hike denials by state regulators forces major utilities into a capital expenditurecapital expenditureCapital expenditure (CAPEX) is spending on long-lived assets or major improvements expected to support operations over multiple periods.View full glossary entry strike. Utilities freeze transmission upgrades and delay backlogbacklogThe total value of signed contracts yet to be fulfilled, representing future revenue visibility.View full glossary entry projects, starving the company's near-term pipeline and forcing downward revisions in multi-year earnings guidance. |
Plausible upside scenarios
Tail Opportunities
Tail yet plausible upside scenarios selected for their highest potential impact.
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| Tail scenario | Chance of Occurring | Stock Price Impact | Exposure category | Why plausible / what changes |
|---|---|---|---|---|
| Direct Hyperscaler Captive Contracting | 35% | +25% | Competitive Positioning | Tech giants bypass traditional regulated utilities entirely due to interconnection delays, contracting the company directly to build private microgrids, nuclear SMR interconnections, and dedicated transmission networks. This would eliminate utility regulatory rate-case risk, introduce premium-margin unregulated revenue streams, and structurally decouple the company from macroeconomic credit cycles. |
| Federal Grid Permitting Fast-Track | 25% | +20% | Regulatory | In response to national security concerns over AI supremacy and power shortages, the federal government enacts emergency legislation to override state-level permitting and environmental reviews for high-voltage transmission lines. This would instantly unlock billions in stalled interstate grid projects, dramatically accelerating backlog conversionbacklog conversionThe process of turning booked orders into delivered revenue and cash flow over time.View full glossary entry and revenue recognitionrevenue recognitionRevenue recognition is the accounting process for recording sales when performance obligations are satisfied and economic benefits are reasonably measurable.View full glossary entry. |
Company Financial Analysis
Quanta Services Earnings and Financials Analysis by AI
Financial figures available as of Jul 05, 2026. Only filings and source records available by this analysis date are included.
Earnings and financials
The company's financial performance looks incredibly strong on the surface, with revenue and net income growing rapidly thanks to a massive backlog of projects. However, a closer look reveals some important warnings for everyday investors. While sales are booming, actual cash collection is lagging behind because of the way the company accounts for long-term projects. This has led to a large amount of unpaid bills sitting on the books. Most reports agree that while the company will continue to make solid profits, it cannot achieve the explosive, low-cost growth of a software company. There is some disagreement on how quickly these unpaid bills will turn into real cash, especially with high interest rates making it more expensive for utility customers to pay. Overall, the business is highly profitable, but the current stock price expects a level of performance that is physically impossible for a construction firm.
Revenue, earnings, and cash flow
The table compares up to five fiscal years of revenue, net income, and free cash flow available to this analysis.
| Fiscal year | Revenue | Net income | Free cash flow |
|---|---|---|---|
| 2025 | USD 28.4B | USD 1B | USD 1.6B |
| 2024 | USD 23.7B | USD 904.8M | USD 1.5B |
| 2023 | USD 20.9B | USD 744.7M | USD 1.1B |
| 2022 | USD 17.1B | USD 491.2M | USD 701.5M |
| 2021 | USD 13B | USD 486M | USD 195.7M |
Valuation context: historical P/E
The table compares up to five fiscal years of point-in-time valuation evidence available to this analysis.
| Fiscal year | P/E | Earnings basis | Currency basis | Ticker / reporting |
|---|---|---|---|---|
| 2025 | 62.2x | TTM | Native | USD / USD |
| 2024 | 52.6x | TTM | Native | USD / USD |
| 2023 | 43.2x | TTM | Native | USD / USD |
| 2022 | 42.8x | Annual | Native | USD / USD |
| 2021 | 34.9x | Annual | Native | USD / USD |
P/E uses historical market capitalization and earnings known at each period. Cross-currency observations are normalized to USD using point-in-time FX rates.
Profitability and margins
This is where the biggest clash between the stock price and reality occurs. The company's profit margins are very low, with operating margins stuck around five to six percent. This is normal for a construction business that has to pay for expensive manual labor, trucks, and raw materials like copper. However, the stock is priced as if its profit margins are going to explode like a software company's. While the company is trying to boost margins by taking on more complex, high-tech data center work, physical limits and rising wages will keep a tight lid on profitability. All reports agree that margins cannot expand significantly from here. The disagreement lies in how badly the stock price will suffer when the market finally accepts this reality. For retail investors, the takeaway is clear: the company is highly stable, but its low profit margins make the current stock price extremely risky.
The table compares up to five fiscal years of operating income and reported profitability margins.
| Fiscal year | Operating income | Operating margin | Net margin |
|---|---|---|---|
| 2025 | USD 1.6B | 5.8% | 3.6% |
| 2024 | USD 1.3B | 5.6% | 3.8% |
| 2023 | USD 1.1B | 5.4% | 3.6% |
| 2022 | USD 955.2M | 5.6% | 2.9% |
| 2021 | USD 679.3M | 5.2% | 3.7% |
Balance sheet and leverage
The company boasts an absolute financial fortress, which is great news for conservative investors. They carry a very safe and manageable amount of debt, and their profits easily cover their interest payments. This financial safety shield protects them from high interest rates and gives them the cash needed to buy up smaller, struggling competitors. However, some reports point out a potential risk: a huge portion of their financial strength is tied up in unpaid bills from utilities. If these utility customers delay payments due to their own financial struggles, it could temporarily squeeze the company's cash. Additionally, some experts criticize the company's decision to spend one billion dollars buying back its own stock at peak prices, calling it a waste of valuable cash. Despite these minor disagreements, the balance sheet is incredibly strong and ensures the company faces zero risk of going bankrupt.
The table compares up to five fiscal years of debt, liquidity, net cash or debt, and current-ratio evidence.
| Fiscal year | Total debt | Cash + short-term investments | Net cash / (debt) | Current ratio |
|---|---|---|---|---|
| 2025 | USD 6.4B | USD 439.5M | USD 6B net debt | 1.14x |
| 2024 | USD 4.5B | USD 742M | USD 3.7B net debt | 1.30x |
| 2023 | USD 4.5B | USD 1.3B | USD 3.2B net debt | 1.47x |
| 2022 | USD 4B | USD 428.5M | USD 3.5B net debt | 1.63x |
| 2021 | USD 4B | USD 229.1M | USD 3.8B net debt | 1.50x |
Net debt below zero is displayed as net cash. Current ratio is current assets divided by current liabilities.
Capex and investment intensity
The company operates a relatively smart, low-spending model because its customers—the utilities and tech giants—are the ones paying for the massive grid upgrades. The company's own direct spending on equipment and facilities is quite low. However, they are starting to spend more money on building their own factories for critical parts, like transformers, to avoid global supply chain delays. While this spending helps secure the parts they need to finish projects on time, some reports worry it could lower their overall return on investment. There is a clear split in opinion: some believe this heavy spending is a brilliant move to lock out competitors, while others fear it ties up too much cash in factories just as the economy is slowing down. For retail investors, this means the company is safe from heavy spending pressure, but its future returns might be slightly lower.
The table compares up to five fiscal years of capital expenditure and research-and-development investment.
| Fiscal year | Capital expenditure | R&D spend |
|---|---|---|
| 2025 | USD 609.2M | -- |
| 2024 | USD 604.1M | -- |
| 2023 | USD 434.8M | -- |
| 2022 | USD 428.8M | -- |
| 2021 | USD 386.7M | -- |
Quarterly Forecast Scenarios
Quanta Services Quarterly Forecast Scenarios
One row per forecast quarter. Asset scenario targets are shown in USD; benchmark values are shown in USD.
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| Timeline | Bear Case Stock Price (USD) | Base Case Stock Price (USD) | Bull Case Stock Price (USD) | S&P 500 benchmark (USD) |
|---|---|---|---|---|
| $568.06 | $631.00 | $681.68 | $736.09 | |
| $499.90 | $586.65 | $715.76 | $724.14 | |
| $449.91 | $555.48 | $658.50 | $713.57 | |
| $404.92 | $543.35 | $704.59 | $723.38 | |
| $344.18 | $533.74 | $732.78 | $716.61 | |
| $326.97 | $534.45 | $769.42 | $738.34 | |
| $320.43 | $534.10 | $723.25 | $746.91 | |
| $326.84 | $548.35 | $781.11 | $771.93 | |
| $317.03 | $555.91 | $812.36 | $782.73 | |
| $329.71 | $566.54 | $836.73 | $807.31 | |
| $346.20 | $563.59 | $794.89 | $822.72 | |
| $366.97 | $576.93 | $866.43 | $846.10 | |
| $359.63 | $582.69 | $909.75 | $852.53 | |
| $370.42 | $597.91 | $946.14 | $882.91 | |
| $388.94 | $610.20 | $908.30 | $900.46 | |
| $386.07 | $630.83 | $962.79 | $922.67 | |
| $396.41 | $641.18 | $1,011 | $935.91 | |
| $405.60 | $661.51 | $1,051 | $952.30 | |
| $413.71 | $666.61 | $1,020 | $976.28 | |
| $417.85 | $684.35 | $1,071 | $1,002 |
Research Provenance
References & Context
This Quanta Services consensus analysis combines structured market evidence with independent AI-agent forecasts. External references below are limited to sources recorded by the researcher agents for this forecast batch.
Primary analysis inputs
- iPulse AI Multi-Agent Forecasts — independent analyst personas, model outputs, and consensus synthesis.
- iPulse AI Global Events Context — macroeconomic, geopolitical, regulatory, and industry-event context.
- Structured market history — prices, distributions, volatility, identifiers, and listing metadata.
- Company earnings and financial statements — revenue, profitability, balance-sheet, cash-flow, and investment trends.
Independent AI Advisor panel
- AI Advisors
- 12
- AI Researchers
- 7
- AI Thinkers
- 5
Context retained with this Consensus
The same public-safe market, global-event, and fundamental context supplied to the AI Advisor panel.
Global context snapshot
2025 Full-Year Global Market and World-Events Context
Download Archived SnapshotCoverage 2025-01-01 to 2025-12-31 · Knowledge cutoff 2025-12-31
- File size
- 90.8K bytes
- Words
- 12.8K words
- Characters
- 90.8K characters
This full-year context package covers the principal geopolitical, economic, monetary-policy, technology, trade, energy, and institutional developments that shaped global markets during 2025. It gives the forecasting model a chronological account of major world events together with their likely transmission into growth, inflation, interest rates, supply chains, commodities, currencies, public markets, and sector-level investment conditions.
The package also includes monthly and quarterly macroeconomic and cross-asset reference tables spanning US and international growth, central-bank policy, sovereign yields, major equity indices, foreign exchange, energy, industrial and precious metals, and digital assets. Quarterly and full-year high-impact summaries are integrated; monthly quantitative series remain working values pending final audit, and that qualification is part of the preserved context.
| Top 3 Market Shifts From File | Date | Status |
|---|---|---|
| DeepSeek shock and AI economics reset | 2025-01-27 | OPEN ENDED TREND |
| US tariff regime escalation and trade-system rupture | 2025-02-01 | ACTIVE POLICY REGIME |
| Federal Reserve easing cycle after a prolonged hold | 2025-09-17 | ACTIVE POLICY REGIME |
Representative Sources of the Context File
And more sources from the retained context package.
2026 Year-to-Date Global Market Context through 2026-05-31
Download Archived SnapshotCoverage 2026-01-01 to 2026-05-31 · Knowledge cutoff 2026-05-31
- File size
- 78K bytes
- Words
- 10.9K words
- Characters
- 78K characters
This year-to-date package described the geopolitical, macroeconomic, monetary-policy, technology, trade, energy, and cross-asset developments available through the batch knowledge cutoff of 2026-05-31.
It supplied dated market and policy context, including rates, sovereign yields, equities, foreign exchange, energy, metals, and digital assets, for the forecast generation workflow.
| Top 3 Market Shifts From File | Date | Status |
|---|---|---|
| The Iran and Strait of Hormuz conflict shocked energy markets | 2026-02-28 | STARTED AND ONGOING |
| U.S. monetary policy entered the Warsh transition | 2026-01-30 | STARTED AND ACTIVE POLICY TRANSITION |
| Agentic AI and infrastructure spending kept expanding | 2026-01-01 | OPEN ENDED |
Representative Sources of the Context File
And more sources from the retained context package.
Fundamental context
Income statement
34 fieldscostOfRevenue · currency_symbol · date · depreciationAndAmortization · +30 more fields
Balance sheet
64 fieldsaccountsPayable · accumulatedAmortization · accumulatedDepreciation · accumulatedOtherComprehensiveIncome · +60 more fields
Cash flow
32 fieldsbeginPeriodCashFlow · capitalExpenditures · cashAndCashEquivalentsChanges · cashFlowsOtherOperating · +28 more fields
Outstanding shares
4 fieldsdate · dateFormatted · shares · sharesMln
annual: 2007-01-01–2026-01-01, 20 periods; quarterly: 2023-06-30–2026-03-31, 12 periods
Currencies cited: USD (quote USD; primary reporting USD; converted/valuation USD).